Spelling is just a click away – a user-centered brain-computer interface including auto-calibration and predictive text entry
Brain Computer Interfaces (BCI) based on event-related potentials (ERP) allow for selection of characters from a visually presented character-matrix and thus provide a communication channel for users with neurodegenerative disease. Although they have been topic of research for more than 20 years and...
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Frontiers Media S.A.
2012-05-01
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Online Access: | http://journal.frontiersin.org/Journal/10.3389/fnins.2012.00072/full |
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doaj-2a426e2bb44b4827999886f7113125c72020-11-25T00:10:56ZengFrontiers Media S.A.Frontiers in Neuroscience1662-453X2012-05-01610.3389/fnins.2012.0007223812Spelling is just a click away – a user-centered brain-computer interface including auto-calibration and predictive text entryTobias eKaufmann0Stefan eVölker1Laura eGunesch2Andrea eKübler3Julius-Maximilian University of Würzburg, GermanyJulius-Maximilian University of Würzburg, GermanyJulius-Maximilian University of Würzburg, GermanyJulius-Maximilian University of Würzburg, GermanyBrain Computer Interfaces (BCI) based on event-related potentials (ERP) allow for selection of characters from a visually presented character-matrix and thus provide a communication channel for users with neurodegenerative disease. Although they have been topic of research for more than 20 years and were multiply proven to be a reliable communication method, BCIs are almost exclusively used in experimental settings, handled by qualified experts. This study investigates if ERP-BCIs can be handled independently by laymen without expert interference, which is inevitable for establishing BCIs in end-user’s daily life situations. Furthermore we compared the classic character-by-character text entry against a predictive text entry (PTE) that directly incorporates predictive text into the character matrix. N=19 BCI novices handled a user-centred ERP-BCI application on their own without expert interference. The software individually adjusted classifier weights and control parameters in the background, invisible to the user (auto-calibration). All participants were able to operate the software on their own and to twice correctly spell a sentence with the auto-calibrated classifier (once with PTE, once without). Our PTE increased spelling speed and importantly did not reduce accuracy. In sum, this study demonstrates feasibility of auto-calibrating ERP-BCI use, independently by laymen and the strong benefit of integrating predictive text directly into the character-matrix.http://journal.frontiersin.org/Journal/10.3389/fnins.2012.00072/fullBrain-computer interfaceuser-centredauto-calibrationpredictive text entryP300-Speller |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Tobias eKaufmann Stefan eVölker Laura eGunesch Andrea eKübler |
spellingShingle |
Tobias eKaufmann Stefan eVölker Laura eGunesch Andrea eKübler Spelling is just a click away – a user-centered brain-computer interface including auto-calibration and predictive text entry Frontiers in Neuroscience Brain-computer interface user-centred auto-calibration predictive text entry P300-Speller |
author_facet |
Tobias eKaufmann Stefan eVölker Laura eGunesch Andrea eKübler |
author_sort |
Tobias eKaufmann |
title |
Spelling is just a click away – a user-centered brain-computer interface including auto-calibration and predictive text entry |
title_short |
Spelling is just a click away – a user-centered brain-computer interface including auto-calibration and predictive text entry |
title_full |
Spelling is just a click away – a user-centered brain-computer interface including auto-calibration and predictive text entry |
title_fullStr |
Spelling is just a click away – a user-centered brain-computer interface including auto-calibration and predictive text entry |
title_full_unstemmed |
Spelling is just a click away – a user-centered brain-computer interface including auto-calibration and predictive text entry |
title_sort |
spelling is just a click away – a user-centered brain-computer interface including auto-calibration and predictive text entry |
publisher |
Frontiers Media S.A. |
series |
Frontiers in Neuroscience |
issn |
1662-453X |
publishDate |
2012-05-01 |
description |
Brain Computer Interfaces (BCI) based on event-related potentials (ERP) allow for selection of characters from a visually presented character-matrix and thus provide a communication channel for users with neurodegenerative disease. Although they have been topic of research for more than 20 years and were multiply proven to be a reliable communication method, BCIs are almost exclusively used in experimental settings, handled by qualified experts. This study investigates if ERP-BCIs can be handled independently by laymen without expert interference, which is inevitable for establishing BCIs in end-user’s daily life situations. Furthermore we compared the classic character-by-character text entry against a predictive text entry (PTE) that directly incorporates predictive text into the character matrix. N=19 BCI novices handled a user-centred ERP-BCI application on their own without expert interference. The software individually adjusted classifier weights and control parameters in the background, invisible to the user (auto-calibration). All participants were able to operate the software on their own and to twice correctly spell a sentence with the auto-calibrated classifier (once with PTE, once without). Our PTE increased spelling speed and importantly did not reduce accuracy. In sum, this study demonstrates feasibility of auto-calibrating ERP-BCI use, independently by laymen and the strong benefit of integrating predictive text directly into the character-matrix. |
topic |
Brain-computer interface user-centred auto-calibration predictive text entry P300-Speller |
url |
http://journal.frontiersin.org/Journal/10.3389/fnins.2012.00072/full |
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